{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Video Game Sales 电子游戏销售分析\n",
    "仓库地址为：https://gitee.com/chen-shichen/DataMiningClass/tree/master/work3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "toc": true
   },
   "source": [
    "<h1>目录<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#数据预处理：\" data-toc-modified-id=\"数据预处理：-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>数据预处理：</a></span><ul class=\"toc-item\"><li><span><a href=\"#数据摘要\" data-toc-modified-id=\"数据摘要-1.1\"><span class=\"toc-item-num\">1.1&nbsp;&nbsp;</span>数据摘要</a></span></li><li><span><a href=\"#缺失值处理\" data-toc-modified-id=\"缺失值处理-1.2\"><span class=\"toc-item-num\">1.2&nbsp;&nbsp;</span>缺失值处理</a></span></li></ul></li><li><span><a href=\"#电子游戏市场分析\" data-toc-modified-id=\"电子游戏市场分析-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>电子游戏市场分析</a></span><ul class=\"toc-item\"><li><span><a href=\"#受欢迎游戏的发行年份\" data-toc-modified-id=\"受欢迎游戏的发行年份-2.1\"><span class=\"toc-item-num\">2.1&nbsp;&nbsp;</span>受欢迎游戏的发行年份</a></span></li><li><span><a href=\"#受欢迎的游戏类型\" data-toc-modified-id=\"受欢迎的游戏类型-2.2\"><span class=\"toc-item-num\">2.2&nbsp;&nbsp;</span>受欢迎的游戏类型</a></span></li><li><span><a href=\"#受欢迎的发布平台\" data-toc-modified-id=\"受欢迎的发布平台-2.3\"><span class=\"toc-item-num\">2.3&nbsp;&nbsp;</span>受欢迎的发布平台</a></span></li><li><span><a href=\"#受欢迎的发行商\" data-toc-modified-id=\"受欢迎的发行商-2.4\"><span class=\"toc-item-num\">2.4&nbsp;&nbsp;</span>受欢迎的发行商</a></span></li></ul></li><li><span><a href=\"#电子游戏销售额预测\" data-toc-modified-id=\"电子游戏销售额预测-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>电子游戏销售额预测</a></span><ul class=\"toc-item\"><li><span><a href=\"#数据筛选\" data-toc-modified-id=\"数据筛选-3.1\"><span class=\"toc-item-num\">3.1&nbsp;&nbsp;</span>数据筛选</a></span></li><li><span><a href=\"#建模、训练、预测\" data-toc-modified-id=\"建模、训练、预测-3.2\"><span class=\"toc-item-num\">3.2&nbsp;&nbsp;</span>建模、训练、预测</a></span></li></ul></li><li><span><a href=\"#销售故事展示\" data-toc-modified-id=\"销售故事展示-4\"><span class=\"toc-item-num\">4&nbsp;&nbsp;</span>销售故事展示</a></span><ul class=\"toc-item\"><li><span><a href=\"#游戏类型销售故事\" data-toc-modified-id=\"游戏类型销售故事-4.1\"><span class=\"toc-item-num\">4.1&nbsp;&nbsp;</span>游戏类型销售故事</a></span></li><li><span><a href=\"#游戏发行商销售故事\" data-toc-modified-id=\"游戏发行商销售故事-4.2\"><span class=\"toc-item-num\">4.2&nbsp;&nbsp;</span>游戏发行商销售故事</a></span></li></ul></li></ul></div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.style as style\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_data(path, filename):\n",
    "    return pd.read_csv(path + '/' + filename)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据预处理："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据摘要"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "确定数据集根目录："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "root = 'data/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Name</th>\n",
       "      <th>Platform</th>\n",
       "      <th>Year</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Publisher</th>\n",
       "      <th>NA_Sales</th>\n",
       "      <th>EU_Sales</th>\n",
       "      <th>JP_Sales</th>\n",
       "      <th>Other_Sales</th>\n",
       "      <th>Global_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Wii Sports</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>41.49</td>\n",
       "      <td>29.02</td>\n",
       "      <td>3.77</td>\n",
       "      <td>8.46</td>\n",
       "      <td>82.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Super Mario Bros.</td>\n",
       "      <td>NES</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>29.08</td>\n",
       "      <td>3.58</td>\n",
       "      <td>6.81</td>\n",
       "      <td>0.77</td>\n",
       "      <td>40.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Mario Kart Wii</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>Racing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.85</td>\n",
       "      <td>12.88</td>\n",
       "      <td>3.79</td>\n",
       "      <td>3.31</td>\n",
       "      <td>35.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Wii Sports Resort</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.75</td>\n",
       "      <td>11.01</td>\n",
       "      <td>3.28</td>\n",
       "      <td>2.96</td>\n",
       "      <td>33.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Pokemon Red/Pokemon Blue</td>\n",
       "      <td>GB</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>11.27</td>\n",
       "      <td>8.89</td>\n",
       "      <td>10.22</td>\n",
       "      <td>1.00</td>\n",
       "      <td>31.37</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Rank                      Name Platform    Year         Genre Publisher  \\\n",
       "0     1                Wii Sports      Wii  2006.0        Sports  Nintendo   \n",
       "1     2         Super Mario Bros.      NES  1985.0      Platform  Nintendo   \n",
       "2     3            Mario Kart Wii      Wii  2008.0        Racing  Nintendo   \n",
       "3     4         Wii Sports Resort      Wii  2009.0        Sports  Nintendo   \n",
       "4     5  Pokemon Red/Pokemon Blue       GB  1996.0  Role-Playing  Nintendo   \n",
       "\n",
       "   NA_Sales  EU_Sales  JP_Sales  Other_Sales  Global_Sales  \n",
       "0     41.49     29.02      3.77         8.46         82.74  \n",
       "1     29.08      3.58      6.81         0.77         40.24  \n",
       "2     15.85     12.88      3.79         3.31         35.82  \n",
       "3     15.75     11.01      3.28         2.96         33.00  \n",
       "4     11.27      8.89     10.22         1.00         31.37  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = load_data(root, 'vgsales.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 缺失值处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Rank              0\n",
       "Name              0\n",
       "Platform          0\n",
       "Year            271\n",
       "Genre             0\n",
       "Publisher        58\n",
       "NA_Sales          0\n",
       "EU_Sales          0\n",
       "JP_Sales          0\n",
       "Other_Sales       0\n",
       "Global_Sales      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由上可知Year 与 Publisher存在缺失值，删除缺失值："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Rank            0\n",
       "Name            0\n",
       "Platform        0\n",
       "Year            0\n",
       "Genre           0\n",
       "Publisher       0\n",
       "NA_Sales        0\n",
       "EU_Sales        0\n",
       "JP_Sales        0\n",
       "Other_Sales     0\n",
       "Global_Sales    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由于数据都是在2016年及之前的游戏，2017年之后的数据非常少，删除2017年之后的数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Name</th>\n",
       "      <th>Platform</th>\n",
       "      <th>Year</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Publisher</th>\n",
       "      <th>NA_Sales</th>\n",
       "      <th>EU_Sales</th>\n",
       "      <th>JP_Sales</th>\n",
       "      <th>Other_Sales</th>\n",
       "      <th>Global_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Wii Sports</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>41.49</td>\n",
       "      <td>29.02</td>\n",
       "      <td>3.77</td>\n",
       "      <td>8.46</td>\n",
       "      <td>82.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Super Mario Bros.</td>\n",
       "      <td>NES</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>29.08</td>\n",
       "      <td>3.58</td>\n",
       "      <td>6.81</td>\n",
       "      <td>0.77</td>\n",
       "      <td>40.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Mario Kart Wii</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>Racing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.85</td>\n",
       "      <td>12.88</td>\n",
       "      <td>3.79</td>\n",
       "      <td>3.31</td>\n",
       "      <td>35.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Wii Sports Resort</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.75</td>\n",
       "      <td>11.01</td>\n",
       "      <td>3.28</td>\n",
       "      <td>2.96</td>\n",
       "      <td>33.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Pokemon Red/Pokemon Blue</td>\n",
       "      <td>GB</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>11.27</td>\n",
       "      <td>8.89</td>\n",
       "      <td>10.22</td>\n",
       "      <td>1.00</td>\n",
       "      <td>31.37</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Rank                      Name Platform    Year         Genre Publisher  \\\n",
       "0     1                Wii Sports      Wii  2006.0        Sports  Nintendo   \n",
       "1     2         Super Mario Bros.      NES  1985.0      Platform  Nintendo   \n",
       "2     3            Mario Kart Wii      Wii  2008.0        Racing  Nintendo   \n",
       "3     4         Wii Sports Resort      Wii  2009.0        Sports  Nintendo   \n",
       "4     5  Pokemon Red/Pokemon Blue       GB  1996.0  Role-Playing  Nintendo   \n",
       "\n",
       "   NA_Sales  EU_Sales  JP_Sales  Other_Sales  Global_Sales  \n",
       "0     41.49     29.02      3.77         8.46         82.74  \n",
       "1     29.08      3.58      6.81         0.77         40.24  \n",
       "2     15.85     12.88      3.79         3.31         35.82  \n",
       "3     15.75     11.01      3.28         2.96         33.00  \n",
       "4     11.27      8.89     10.22         1.00         31.37  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df[df.Year < 2017]\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 电子游戏市场分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面将对受欢迎的游戏、类型、发布平台、发行人进行分析："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 受欢迎游戏的发行年份"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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DdgS2zMxbge9HxNmU5P2dbRVYkiRJGpSpbiE/MiKuj4gfRMQz67AtgEs6E2TmlZQW8YfV172ZeUUjxiV1nsVExN4RcXFEXLxw4cJJWQBJkiRpkKYyIX8HsAmwATAfOCciNgVWA27qmvYmYPUxxi0mM+dn5rzMnDdr1qxBll2SJEmaFFPWZSUzf9L4eEJEvAJ4AXArsEbX5GsAt1C6rPQaJ0mSJC312nzsYQIBXArM7QyMiE2AlYAr6mtGRGzWmG9unUeSJEla6k1JQh4Ra0bEcyNi5YiYERGvAp4OfA04BXhxRDwtIlYFDgcWZOYtmXkbsAA4PCJWjYinANsBJ01FuSVJkqTJNlVdVlYA3g9sDtwLXA5sn5m/A4iI11ES8wcBFwK7N+bdDzge+AdwA7BvZtpCLkmSpGXClCTkmbkQePwo478AfKHHuH8C209S0SRJkqRWtdmHXJIkSZr2TMglSZKkFpmQS5IkSS0yIZckSZJaZEIuSZIktciEXJIkSWqRCbkkSZLUIhNySZIkqUUm5JIkSVKLTMglSZKkFpmQS5IkSS0yIZckSZJaNKPtAkiSpMn3njOunfC8R7x0gwGWRFI3W8glSZKkFpmQS5IkSS0yIZckSZJaZEIuSZIktciEXJIkSWqRCbkkSZLUIhNySZIkqUUm5JIkSVKLTMglSZKkFpmQS5IkSS3qKyGPiK0j4iH1/XoRcUJEHB8R605u8SRJkqRlW78t5EcD99b3/wOsACQwfzIKJUmSJE0XM/qcboPM/FNEzACeC2wE3A38ddJKJkmSJE0D/SbkN0fEbGBL4LeZeWtErEhpKZckSZI0Qf0m5EcB/wesCBxQhz0FuHwyCiVJkiRNF30l5Jn5wYg4A7g3M6+sg68F9py0kkmSJEnTwHgee3g1sH5E7FQ/XwtcNfgiSZIkSdNHv489fBRwBfAZ4Lg6+BnA8ZNULkmSJGla6LeF/BjgkMzcHLinDvsO8NRJKZUkSZI0TfR7U+cWwMn1fQJk5m0RscqklEqSJAGw04LfT2i+U3fYbMAlkTRZ+m0h/yOwVXNARDwB+MOgCyRJkiRNJ/22kB8MnBcRxwIrRsS7gNcBe01aySRJkqRpoK8W8sw8F3g+MIvSd3wjYIfM/Pp4vzAiNouIOyPi5MawV0bENRFxW0ScGRFrN8atHRFn1HHXRMQrx/udkiRJ0rDqt4WczPw5sN8AvvNTlH8yBEBEbAF8Gngh8HNgPnA0sHNj+ruB2cBjKC31l2TmpQMoiyRJktSqngl5RBzeT4DMPKTfL4uInYF/AT8EHloHvwo4JzO/W6c5GLgsIlYH7gN2BLbMzFuB70fE2cAuwDv7/V5JkiRpWI3WQr7hIL8oItYADge2AV7bGLUFJUEHIDOvjIi7gYdREvJ7M/OKxvSXUJ6BLkmSJC31eibkmbn7gL/rfcBxmfnniGgOXw24qWvam4DVgXtHGbeYiNgb2Btgzpw5AyiyJEmSNLn67kMOULuRzAT+k1Fn5lV9zPcYYFvgsSOMvhVYo2vYGsAtlBbyXuMWk5nzKX3QmTdvXo5VLkmSJKltfSXkEfFI4BRgLuUfA0X9C7B8HyGeCWwM/Km2jq8GLF/jXlDjdr5rE2Al4ApKQj4jIjbLzM5/RpgLeEOnJGlSvPQr353QfGfs+PQBl0TSdNFvC/nRwEXA1sDVlOT6SBp9v8cwH/hS4/Nba4x9gXWAH0XE0yhPWTkcWJCZtwBExALg8IjYk/KUle2AJ/f5vZIkSdJQ6zchnws8OzPviYjIzJsi4m3Ab4CTx5iXzLwduL3zOSJuBe7MzIXAwoh4HaUF/kHAhUCz//p+wPHAP4AbgH195KEkSZKWFf0m5HcCKwD3ANdHxBzgRkoCPW6ZeVjX5y8AX+gx7T+B7SfyPZIkSdKw6+s/dQLfA15e358OfJXyHzu/NRmFkiRJkqaLvlrIM/PljY/vptxUuRpw4mQUSpIkSZouxvXYQ4DMvC8izs3MGyejQJIkSdJ0MmqXlYjYNSKe2/g8LyL+QulHfnlEPHzSSyhJkiQtw8bqQ/4W4LrG5/nAN4BHA98EPjxJ5ZIkSZKmhbG6rMwBfg0QERsCjwK2zcx/RsQ7gT9McvkkSZKkZdpYLeT/Blas758MXF4fQwjlueKrTFbBJEmSpOlgrIT8O8AREfFoYH/gnMa4zbl/dxZJkiRJ4zRWl5U3AScBewM/Aj7YGLcLcMEklUuSJElD5O8fu2RC881+89wBl2TZM2pCnpnXAs/qMe6dk1IiSZIkaRrp9z91SpIkSZoE4/7HQJIkSVp6XPeRKyc037pv3XTAJVEvtpBLkiRJLbKFXJKkSfCyr/xsQvOdvuNWAy6JpGHXMyGPiBFv5uyWmd8aXHEkSZKk6WW0FvLj+pg/gU0GVBZJkiRp2umZkGfmQ6ayIJIkSdJ05E2dkiRJUov6uqkzItYADgOeAcwEojMuM+dMSskkSZKkaaDfFvKjgccBhwNrA/sDfwI+NknlkiRJkqaFfh97+BzgEZl5Q0Tcm5lnRcTFwDmYlEuSJEkT1m8L+XLATfX9rRGxJvA34KGTUipJkiRpmui3hfwSSv/xbwLfAz4F3ApcMUnlkiRJkqaFfhPyvVh0I+cbgQ8AawK7TkahJEmStGz6+yd+OKH5Zr/pyQMuyfDoKyHPzKsa7xcCr520EkmSJEnTSL8t5ETEHsArgPWBvwJfAo7PzJykskmS1LftTr9gQvOd9bLnDbgkkjQ+/T6H/EPAdsDHgWuAjYC3Ag8H3j5ppZMkSZKWcf22kO8GPC4z/9IZEBHnAj/HhFySJEmasH4fe3hLfXUPu3mwxZEkSZKml54t5BGxSePjx4EFEfEB4C/AhsDb8J8CSZIkSUtktC4rfwCSRY87BNi6a5pnAZ8cdKEkSZKk6aJnQp6Z/XZnkSRJkjRBfT/2ECAi5gAbAH/JzD9PTpEkSZKk6aOvVvCIWC8ivkPpxrIAuDIivhsR609q6SRJkqRlXL/dUo4BLgHWysz1gLWAXwDHTlbBJEmSpOmg3y4rTwXWy8x7ADLztoh4O3DtpJVMkiRJmgb6bSG/EXhk17CHA//q94si4uSI+FtE3BwRV0TEno1x20TE5RFxe0RcFBEbNcatFBHH1/mui4gD+/1OSZIkadj120L+IeDCiDgOuAbYCNgdOHgc33Uk8NrMvCsiNge+HRG/qPEWAHsC5wDvA04F/qvOdxiwWf3OdYGLIuK3mXnBOL5bkiRJGkp9JeSZ+ZmIuBJ4JfBo4K/AKzLzW/1+UWZe2vxYX5sCWwGXZuZpABFxGHB9RGyemZcDuwK7Z+aNwI0R8RlgN8CEXJIkSUu9vh97WJPvvhPwkUTE0ZRkehXKTaHnA0dQbhjtfM9tNfnfIiL+DqzfHF/fb78k5ZAkSZKGRc+EPCIO7ydAZh7S75dl5n4RsT/wJOCZwF3AasDCrklvAlav4zqfu8eNVOa9gb0B5syZ02+xJEmSpNaM1kK+4WR8YWbeC3w/Il4N7AvcCqzRNdkawC11XOfznV3jRoo9H5gPMG/evBxsySVJkqTB65mQZ+buU/DdmwKXAq/pDIyIVTvDM/PGiPgbMBf4Rp1kbp1HkiRJWuqN+djDiFih8f6pEfH0xquvPugRsU5E7BwRq0XE8hHxXOAVlD7pZwBbRsSOEbEycAjwq3pDJ8CJwEERsVZ9OstewOfHtZSSJEnSkBo1oY6IfYEnA7vUQV8HbqjvHwC8HTiuj+9JSveUYyknAdcAB2TmWfV7dgQ+CZwM/ATYuTHvoZT/FHoNcAfwQR95KEmSpGXFWC3cuwKva3y+KzM3BIiIx1AS5TET8sxcCDxjlPEXApv3GHcXsEd9SZIkScuUsbqsPCQzm48c/G3j/SXAJoMvkiRJkjR9jJWQr1ZvsgQgM5/SGPcAYNXFZ5EkSZLUr7ES8t8Az+kx7nn4tBNJkiRpiYzVh/zjwNERkcDZmXlfRCwHbEe5CfPAyS6gJEmStCwbNSHPzC9FxAaUp5+sGBHXAzMp/2Hz8Mz84hSUUZIkSVpmjfkc8cz8n4j4DOXf3c+kPPbwR5l50+hzSpIkSRpLX//YJzNvBr42yWWRJEmSpp0x/1OnJEmSpMljQi5JkiS1yIRckiRJalFffcglSZKkYfKPo74x4XnX2f/ZAyzJkrOFXJIkSWqRCbkkSZLUIhNySZIkqUX2IZekaeRFXzlxwvOeu+OuAyyJJKnDFnJJkiSpRbaQS5LG7UWnnzrhec992U4DLIkkLf1sIZckSZJaZEIuSZIktciEXJIkSWqRCbkkSZLUIhNySZIkqUUm5JIkSVKLTMglSZKkFpmQS5IkSS0yIZckSZJaZEIuSZIktciEXJIkSWqRCbkkSZLUIhNySZIkqUUm5JIkSVKLTMglSZKkFpmQS5IkSS0yIZckSZJaZEIuSZIktciEXJIkSWrRlCTkEbFSRBwXEddExC0R8YuIeH5j/DYRcXlE3B4RF0XERl3zHh8RN0fEdRFx4FSUWZIkSZoKU9VCPgP4M/AM4IHAwcCXI2LjiJgJLKjD1gYuBk5tzHsYsBmwEbA18PaIeN4UlVuSJEmaVDOm4ksy8zZKYt1xbkRcDWwFPAi4NDNPA4iIw4DrI2LzzLwc2BXYPTNvBG6MiM8AuwEXTEXZJUmSpMk0JQl5t4iYDTwMuBTYF7ikMy4zb4uIK4EtIuLvwPrN8fX99j3i7g3sDTBnzpzJKbwkteCFX5k/4XnP23HvAZZk8F58+pkTmu+cl434UyBJS50pT8gjYgXgFOCEzLw8IlYDFnZNdhOwOrBa43P3uMVk5nxgPsC8efNykOWWpIl44YL/nfC85+3wxgGWRJI0rKb0KSsRsRxwEnA38IY6+FZgja5J1wBuqePoGt8ZJ0mSJC31piwhj4gAjgNmAztm5j111KXA3MZ0qwKbUvqV3wj8rTm+vr90SgotSZIkTbKpbCE/BngE8OLMvKMx/Axgy4jYMSJWBg4BflVv6AQ4ETgoItaKiM2BvYDPT2G5JUmSpEkzVc8h3wjYB3gMcF1E3Fpfr8rMhcCOwBHAjcATgZ0bsx8KXAlcA3wH+HBm+oQVSZIkLROm6rGH1wAxyvgLgc17jLsL2KO+JEmSpGXKlN7UKUmSJOn+TMglSZKkFpmQS5IkSS0yIZckSZJaZEIuSZIktciEXJIkSWqRCbkkSZLUIhNySZIkqUUm5JIkSVKLTMglSZKkFpmQS5IkSS0yIZckSZJaZEIuSZIktciEXJIkSWqRCbkkSZLUIhNySZIkqUUm5JIkSVKLTMglSZKkFpmQS5IkSS0yIZckSZJaZEIuSZIktciEXJIkSWqRCbkkSZLUIhNySZIkqUUm5JIkSVKLTMglSZKkFpmQS5IkSS0yIZckSZJaZEIuSZIktciEXJIkSWqRCbkkSZLUIhNySZIkqUUm5JIkSVKLTMglSZKkFpmQS5IkSS0yIZckSZJaNGUJeUS8ISIujoi7IuLzXeO2iYjLI+L2iLgoIjZqjFspIo6PiJsj4rqIOHCqyixJkiRNtqlsIf8r8H7g+ObAiJgJLAAOBtYGLgZObUxyGLAZsBGwNfD2iHjeFJRXkiRJmnRTlpBn5oLMPBO4oWvUDsClmXlaZt5JScDnRsTmdfyuwPsy88bMvAz4DLDbFBVbkiRJmlTD0Id8C+CSzofMvA24EtgiItYC1m+Or++3GClQROxdu8VcvHDhwkkssiRJkjQYw5CQrwbc1DXsJmD1Oo6u8Z1xi8nM+Zk5LzPnzZo1a+AFlSRJkgZtGBLyW4E1uoatAdxSx9E1vjNOkiRJWuoNQ0J+KTC38yEiVgU2pfQrvxH4W3N8fX/plJZQkiRJmiRT+djDGRGxMrA8sHxErBwRM4AzgC0jYsc6/hDgV5l5eZ31ROCgiFir3ui5F/D5qSq3JEmSNJmmsoX8IOAO4J3Aq+v7gzJzIbAjcARwI/BEYOfGfIdSbvK8BvgO8OHMvGAKyy1JkiRNmhlT9UWZeRjlkYYjjbsQ2LzHuLuAPepLkqbEC8747wnPe/5L3z3AkkiSlnXD0IdckiRJmrZMyCVJkqQWmZBLkiRJLZqyPuSSNBVecObbJzTf+dt/aMAlkZxcp5MAACAASURBVCSpPybkkpbIGxY8b0LzfXIHH5YkSRKYkEtT5jMnPndC8+2169cGXBJJkjRMTMglSZI0bf3jU2dNeN51Xr/dQMrgTZ2SJElSi0zIJUmSpBaZkEuSJEktMiGXJEmSWmRCLkmSJLXIhFySJElqkQm5JEmS1CKfQ66B+NH8F0143iftfe4ASyJJkrR0sYVckiRJapEt5NPcb45+yYTn3XK/swdYEvXr41947oTmO+CVXxtwSSRJ0iCYkEuj+MLnJ5b8ArxyNxNgSZI0NhNySUPh+We9fELzfXW7Lw+4JJIkTS37kEuSJEktMiGXJEmSWmRCLkmSJLXIPuQaKt/47AsmPO+z9zx/gCWRJEmaGibkfVp47NETmm/W6/YbcEkkSZK0LDEhl6apw0+d2CMdD9nJxzlKkjRI9iGXJEmSWmQL+RS77pjDJjTfuvtObD5JkiQNN1vIJUmSpBaZkEuSJEktssuKlklnHf/8Cc+73R5fHWBJJEmSRmcLuSRJktQiW8iXUn866hUTmm/O/l8ccEkkSZK0JGwhlyRJklpkQi5JkiS1aJnvsrLwmJMnNN+sfV894JJIkiRJi1sqWsgjYu2IOCMibouIayLilW2XSZIkSRqEpaWF/FPA3cBs4DHAeRFxSWZe2m6xJEmSpCUz9C3kEbEqsCNwcGbempnfB84Gdmm3ZJIkSdKSG/qEHHgYcG9mXtEYdgmwRUvlkSRJkgYmMrPtMowqIp4GnJaZ6zaG7QW8KjOf2TXt3sDe9ePDgd+NEX4mcP0AimmcpSvOIGMZxzjDEGeQsYxjnGGIM8hYxjHOZMfZKDNnLdG3ZOZQv4DHArd3DXsLcM4AYl88oDIaZymKM4xlMo5xhiWWcYwzDHGGsUzGMc5kvpaGLitXADMiYrPGsLmAN3RKkiRpqTf0CXlm3gYsAA6PiFUj4inAdsBJ7ZZMkiRJWnJDn5BX+wGrAP8Avgjsm4N55OH8AcQwztIXZ5CxjGOcYYgzyFjGMc4wxBlkLOMYZxjijGrob+qUJEmSlmVLSwu5JEmStEwyIZckSZJaZEIuSZIktciEXJIkSWqRCfk4REQYZ/rFGWSsYYszKMO2XMNWP4PiNj25ImKVZTHOsBm2+omImRExIyKWq58nlBsN23LVWINatmGLM1R1PYjl8ikro4iIFwF3Ajdk5i/qsMhxVlpE7ALcDtyVmecuQXmGLc6g6meo6nmQsSJif8qyLZeZnx6C8jwJuA+4JjOvq8PaXGfDFmdQ9TNU9TzIWEN4/DgKWB14IPAJ4JeZ+a8JlOc44EHAasDJwAWddbeUxxlU/Syr9XwysD6wEvBN4PjM/GNELJeZ97VQnoHEqbEGtWzDFmeo6npgy2VCPrKI+CqwDrAC8E/giszcu47r+0ejxlkXuL7+/SPw0sz89wTKM2xxBlU/Q1PPg4wVEecDGwC/AJ4MLAR2y8zft1iemcCDgZ9QflDfW8e1tc6GKc6g6meo6nmQsYbw+HEysDlwKLAHsDLwa+Bjmfn3cZTns5T/AP064DWUZUvg7Zl5zVIcZ1D1s6zW8/8C/wXsBLwM2KK+Xp2Zv+s3oRq25Rrwsg1bnKGq60EtFwCZ6avrBbwSuLi+Xwd4BvA74NzGNNFHnOcC/1ffrwzMoRzEfgisshTHGVT9DFU9D7iOHg/8tPF5OcqZ8/eALVpYZ68HflbfP4xyAPop8OmW1tmwxRlU/QxVPQ+4jobt+LEG8G1gbmPYHsCpwEeBB/VZPysCFwDPbgzbFvg8cAawwVIaZ1D1s0zWc51vASVx6nx+GHAs8Etgk6V1uQa1bMMWZxjrelD1k5n2Ie8hgHsiYsXM/Edmfgd4HvDwiDgJIGvNj2EFYO2IWDMz78zMPwGPBh4AnL0UxxlU/QxbPQ8y1irAJhGxfp3nvszcBrgF+GxLy/bHOv0VlB/TdwBbRcQHxhFn2Nb9oOLAYOpnUHEGuVzDtp8tcXkiIig/qjOB9TrDM/N44BxgE8oJxOgFKXFm1DJt1IhzIXA8cAewe4zRH3RI4wyqfpbJeq6x/gVs1ohzBfAB4GfAe2KM/sXDtlyDXrZhi8MQ1fWglqvJhHxkf6WslEd0BmTm1cDOlCTrxX3GuQy4AnhmRMyocRLYBlgvIvZbSuMMqn6GrZ4HGetiSmv4zs0dMjNfAKwREUdOcXluA2ZHxANrjDuBH1AOHI+OiMf0GWfY1v2g4gyqfoatngcZa2iOH1lcD3wdOCoimsniycBVwD59xrkd+BbwPxExpzHuu5SrGy8Cll8K4wyqfpbVek7KMfqNETGvMe6PwHnAoyhXB5aa5ZqEZRu2OENT14NariYT8pF9B7gb+GhErNkY/gfgZuAhfca5CvgTpY/SoyKis4JvAr5PuVy7NMYZVP0MWz0PLFbd4X8KbA08PyJWbow+gXITyZSVBziRcjPWiY0y3k3pbrAhsGWfcYZt3Q8qzqDqZ9jqeZCxhub4UVumoJzo/B/w2WayCBwFrBgRa/UTJzM/CJwFXBARGzYmOZ5yZWD9pTEOA6qfQcUZlvrpyMzPUY7HF0bEoxrDF1Dyo3WXxuWqsZZo2YYtzrDW9aDqB0zIFxOLOuC/mFKRp0fEphGxUmbeRPlBWrNO2/MxXTVOUvqU3gccCWwdEatmuQHqLuBBjcseQxun+XlJ6ical4CGqZ47wwdYR533HwT+DOwO7NpIPh5U4yw/Ret++VrXzwEeFxFfifp4psz8K+Wm0zEvqw14nQ1TnAnXT9d6H6p6XtJYI+z3gzoOLXF5alnIzH8A/0u5bHxuRDwiIlYAtqN0pRn1ZtNOnOrtlCtbP4+IraP8SO9CaeG6eYRlWaw8E4kzqPKMFGdQ9TPROJ1j/hLW8wrd5ZlInBHidhKzAyhP2PhBROwSEU+IiNcBs4HFnrgxzOt9SZdtmOMsaR01ytD6NjTaQvrqegEz6t8VKJcjLgC+CHyIeqm1zzjLd+LVlXUO5fL1J2ucLZeWOJTH9g26fsYdB9i4sxxLulyUm8vWGmRdw3+eXLRcJx7wfsqNIldRzr5vAx49BessRijXHOD3wIXAfwPvozzCbrPJ3jeGZRua5PoZd5zubXBJlotyMrDKoOqoa5kGtS1OdNlWGGV72hSYT3mS0beAa4Gt+lln3fsb5WTj8lq23/eK0ykPXcej8cShNIo9YABxNm7Wxwjj+6ofYHtgtQHEOQjYcEnrmXJz3M7d29AE4qwLrDPGuj+wLtMPKTfkzesx3YxRtu1+yzOjs957bM99b4d9btf9LtvKveq63zjAqsADBxBnXncdTXDd7wOsPYA4RwKPGkQ993pN68ceRsQLKZeXvw/cmJm3dFpwImJGZv47ymXZXYGHU54s8NnM/E1XnHWzx7Mra6vZvbWl4OmUx+MAnJ2Zv+2a9mnA2rU8N2XjUWLjjLMjZaf4MXB1Zt4zwTgfBv6Q9fnZjdYtxlk/5wDfzMyPj1A/44mzgPID8P7M/HvEosejjWe56vRfpPz4PCEzf92ZfwJ19FbKNnQ1cH5zO2hsS0G5DP8cynOXf5jlxo9mnG0pLYM/AG7OzNsa84+nPE+hPCv428C9mXlPp54af2dQHl/2IEpLwIcy81ddcdbKzBu7662OG886m0s5OH93CeNsU5frG5l52xLEOYjyGMJz6+fmNjSe+jmhluXkEZZrPHFOp3TV+O/MvLlrXN/LVac/ldKfe9PMvGkJ9tc9Kdviz4CfZ2m57owbz7b4eMo6+y6lYereZt2MozzH1PpbH/gIcGFm3lXH3e+RYhGxFXArcGtmXtsVZzvKvrewu+5GqMuHUk6g/p2ldbg57r8px+l1gPdm5iXd5egzztGU5xY/CnhdZv58guX5JOUJEa+hPL3m3lHijFY/XwXuyMwdRpjvfo+iHCPO2ZTHve4+wvbeHWe05foy5TFyvwa2HW29jRHnC5R1NQ94W2Z+pmvfaB77Z1NOCmdk5j+74nyCcqyfDXycsv93YoxnuU6g7F+bU66ifitLn+ORtueecer43SnHs1/0qJfxLNtM4JHAWzPzmxOso89RrgI+k7L+vzrS73QfcT5Eaal+M3BO9zG/a9rR6vq8Gr+fG49Hi3MW5QbQnYHfda3roJxMjblcY8oJnnEt7S/gfMqliksoycsxwEPquOXqq7sldrEWCMoTM86j8UiorvHRHafHdAsoifgV9e9Tmt85jjhn1OX5DuUmrLldcRZbrh5xHkG5NP114PXN5elVnh71cybwk1G+p996PpnSh3Gx1pte62uU7zyLcib8TeDLS7DOzqIk0CdSWgvf3SlLs1x9xDm7LttllOdWf5z62KValn7X2bnAzykJ3g+AtwHrNuIEi7fuzBghztGUy9MP6Xeb7rHOvkxpKbiG0p9+/QluQwvquvo18NvGMvXcpnvEeXLdpk8Atu+xTfdTP2eNtE1z/321nzin1nqZ2aOO+1quxn72Y0qrzFFLsM7OruvsG5TW/Z27lq3fbfFMyvH1akpi/0bq4/HGs2zAF+q+sT3lSsNC4D3NbbOz/sYoz8l13R/BKK1lfcQ5g3KCsQ/l2P83YOMJxvlh3SbPqtt3z9bAUeKsBJxE6TJ0PvCE5nY42jbTFWcB8OMe45brp47rtG+mPhqzfl4VWLN7W+yzfn5EeYrPOcCz+l2Wrjgn1Xpep66zm6iPnR1neb5c969dKf3m7wMOA9YbZ3k+W7fnrSitqb+k/JOl/xpPeep0n6vlOIo+r7j2iPMVyu/hCyknCPcAD59gnB9Rrg7Op3TRe+AE6no5yj0L/6AcI3cCVm2u/z636dPpOk6Pd/up8+zRjEO52jIbWHFJ4o74XYMIsrS9gJcDv2l8fhklqTqf+tzIxsHsUY3poivOYZT+QadQnl85YlJep/2vUcYdW3eIzg/VKcBFE4hzIqUFqPP5CuAd9f0KzWUYI85y9QD2M8pl5FNpJOXNDXCM+vkCcGnj88MoB9jVWXTZup96nk25rL12/bwD5Qd+T+qPYaM8PZerjj8f+EF9/0hKQvTkCdT1rsAljc9vprQSNuu6U6Zt6JEEUG6Qaz6v/E2UJOZUGkl5H+XZq7NN1/V3IHAa8CkWT4QfNkpdH0npO3cecDg9kvI+1tlxlMTlAZSk4dvAVyYQ50uN9fUAyiMF9+iapp9tKCgtUn+m/Eh/DnhJj216tPo5jfsnHBvSIyEbI87DKSfNK9XPz6nb1HOA2f3uY3XYecD36/vnU5LpjSZQ16+ntLZ1Pn8MOL2rjsfczygngj+u2+FKNc5fKT/2M8dRnlXqsm3WGPbSGvtQGl19gJcAe/Uozy6UE9TXUE5Wj6T3/rgjpdV7pHFvpJG01u3xHGDrccY5tCvO8ZTk5b+AzfuN05jmhcBbKMf/n3TWDY2uS2PUz4eB+xqfX0056fkk8Piu9d8zTh1/UKe8wCGUE7xrKI0VW/WzXJSTp+ax9RzgOxNYX+vUfWHDxrAvUq4mbAGs0Ri+E+XqzEhx5lBOTptdU/6bchL01q76GXV9UY7rWzc+P5NyTPkkja5afcR5aS3Tq+syfooeSfkYy7YnXSditTy7d++TY8R5R9c2/b/AlbWc87q2xZ5xGtM8vcb4CHAR8Io6fNU+1/0HurbpPSi5zJnA88ezjwH7d8pLyfkuqtv0UcALx7NcY72m602dtwB/iXqzSGaeTmkV/DtwWETMysyMiEcD342ImSNckppF+ZHfnXJAvQ94S71E37xRMCJiE+CcuP/d6Z04m1G6M7whi/uAg4FVI2Ktemm4E+cho8TpPEJsm/r5fZRLLGvVy/RviYh16nL1LE+tj/uyXLL5NqVf1SXACyJi54h4dEQ8JEtXitHqZ0vgaZSDa6drxymUlpivAftExOpj1XPDJsC6Nc6HgSdSdqQzImLzWp5Rlysinkc5OD+lDrqZcjPStiNM27Ouq38Df4z6eDvKVY0HR8THgPkR8YhapnUoCeDqPeKsQElcO5c9P0FJXh4B7B8Rq/ZZnrspP+qd9fdRSqvOg4C9I2K1WtdPBL4SEWuOsM4eDKxFaY08BXgM8Nr63d31M5fe6/7RlET1tZl5e5buBYcCD4yIFTr7Rh9xHlfL86w66F2UbgtzIuLgiHhZRKzRzzZU963LKQn+aZRWoFdExFMiYvOI2KCur9Hq5/GUbe5T9fPbaryvR8R3I+J5nWPKaHEa62tN4AERcTDlB/lVwDuBYyJio1qenvVTv2cnyjb91DroSkqy//wR1tlY+9kKlJPwjrMox6H3Ae+KiI372c8o2/ppdTu8i5Is/ouyHneI+nSWPsoTlKfSvLQzIDPPoLRyv6azjBGxGvAUyg/lSL4BnJCZJ1ASmFcAb4uItRt1s1xErEg5+f9Cd4A67jrK1avOpffbKSccWzWmWz7KE5XWpexD3XGWozQu/L/6+UOUBqGTKCeMl0bEHnXcKrU8i8XpshIlCd+VcjJ/RETsA3yo1u2qY9TPucAdEfH6iNiXknTMBmYBP4mIbes+1rOeY9ETdx4ErBPlaRO711iHU44lr4iIB0TESr2Wq66Tr2bm3Mbg/Snb4fZd03bWV6/6ubt+7551+odSGuP2oiSz742IOXWd3EpJ/kbyb8q6eWlj2I8oVyMPjohtav30XK76/TOAh9LYNzPz25TE81HAC+p0/az3bwEnZeky92ZK49I+dZ9qfmdQ8p1ey/YH4NN1++/cPHsX9ZGknX2yrt/R6ug0yj1Z1OPZLpT9dAblN/+ARh2MFqfjHspx7a2Uk8xXRMRhwMkRsV7dx0aro08B/4yIIyPinZSc6hbKPnxaRLymlqdnnMbvVFCO0w+jHKP3oWyTdwA7RcRGfWxD/VmSbH5pfVFaoW6g64ySsqOcDTypfl4JmDVKnM2A1ev7Z1ES8xOBxzam6dwk8cAxyrNu4/MGlER4DovOvJfvI8469e/WlMvFj6mf96zLtUtj2tHirFA3wo9QdqRVKa1n368b4fZ1ulXGqJ+dKZdiL6L8UDyO0mpxIPDVRvnGqucHUs5s96N0N+h0LVqPsuMdy6KWxp7L1Tm21L8r1r87Ui47P2ak7x0lzksoT4R4J2XnvAX4H8qZ+DGUk47OjS2rjBLndXVbbLb2fZ5y9n0Rjf+CN0Z5dqKcYGzYNXyfug7m1M8PZpTLrDRajigHn7MoN6Vu2pimsy2OuM7q+nxxV9kfCfyK8oPdffPSaOu+s01vT0k2n1DjH0H5UX1qn9vQjPr6EuXHYj1Ky+036vp/dp1uwzHqZz9Kt5lzKD9mT6UcB46inFh1WrfHqueNKMnvTnV9d9bPEyit92+rn1cebbm6673+fT3l5GyTrvErjlFHrwHupbTUv6pu0/9LSahOoDRajLmfUVpJL29OU+f/IqX7wAr9lKdOsy/lWPH0ruGvpxxTOlfNFusS1L3sjfdPolxp+UBj/v90VxxtW6S28LPoSsFxwLsb03Tijdqth0X70MHcf9/au9b7BmOVp2sf+hKL/lvqRZQGovc1t/8xYjyjznMz8ODG8HfX7X2tPuM8ntJ6eC6wX2P4M4F/sqjFvZ/l6mwna1KO/x9rjOurOw7lxOcyyu/ynZT7jzrluQZ4QTNejxjLUf4j6Seorat1e96z7hunsuj3pFeXss76fgml690OXeN3qvWzXh/b4YzuaShXni+i7KOPrsMeRdeN0CPEeiCLjvedbfoI4BONaeaMEWO5rs+vp3HVkHLCeTt93jze+Hwa9SojpXHp35Tf1sWWv2u+zjFqDiVJvq1rm34tpfF19hhxOvWxSV03XwMObox/DOUY9JyxtqF+X0s089L0onSXaB74PkW5QfAhXdNdCHx0HHGaO8WzKD+mJ1F+8F9F6YKwWB+87jidFUpJGtajJC+dg+DLKQ+qH+ly9cOAh3YNW5WuS7KUVpnPjbFc3T/gjweOr+//H6X/3cV0dV8ZIU7zEvPOlEvzW3VN9wvKjWx9lafW472UJPhxjeFvoF5WH0eZVmi8n0U5Wdmvfu75QzrCun8ppbXlfODYruFfbRwYRl33lB+LfwDvpSTA363DL6Gre0b3eu76fDIlKdyga/gvaBxIRorTLGPXNv2qWj/vp5yA7USj//Vo5Wls08tTEvJLWXSCuj2977u4X3nqsAfS9ZSEulwfG225Rhj2AuDI+n4XygH7h8CLxqifZp28npKMP7Zruj8AB45jfb2f8iPzCxpdTChXgE4eY5vujtVMOOdSTp5fWD/3TKJGiLMXpavBD4GPN4YfAJw1SpwHNN6vTmll/iXlhPM04Ot13G+oSVCPOHtRLn8/l3I1pHOFaT6NrmWUq4pfp9HtYJQ4G9dhy7Pox/wplKT8XZSuNNdTbhzt3u72opx0P4dFJ03/OZ5Tur90ui28o8ZcmcWTlGacjXrVH2U/+TG1m9koy/WfOPX7fki5Orol5XftR5Tjx1ad/bBHeZ7LopORJ1L3Axbtp9tSTlpX7qOeO3HeRUnsT+qa9kx6dHXqqp/O+opGPT+Lklg9faT5e5Sns77Wpuz353RNexaLukKMVD+dep5Juep0DKWF9VuUfXYFym/zl0YpT3cXpNmUhPcsGl3mKCenF9JIHEeLxQjHa0qCeBHlRPPTwI2McMLbXaYRxr+Veh9KrYM/McJ+1qs8jWGdE8RZlOPRiP3Su+M0lud0SjK/ed2mz6/b+Q7NbaNHnM4J0mzgpV3leWStp17d1ppxOseLV1OS8gu7pv0y8OLR6nM8r4EEGfYX5XLEzyiXPr5Sh61EucHiquaGQvkxPKiPOKeNtDFSDhwfp/Tfvo8RHpPTK05j/JqUg2lQEs5/j7QT9RHnPzdOUVpvD+ux4/Rari0pfTh3ovzQvJXSovMFRn5U22L1XIdvTOlvuVxjAz+W0qWhr/VVh7+r1umbWHRj35vqjrtyH8u22A2cdZpD63aw0ni2oca4o4F3NT4fQDkJGekg1quuD6BckXg/i36cvwRs06M8x1JOsk6jJtuU1t0vsXi/yWOAffqIc1Bj+EqN96+s6/xHtf4fOUqc04H3NIZ31veDqf2TKdv0fTT6WPdRnuZjJDsx5wP7j3O5tqWcYLyUsk2/m3JCNJ96tWuUOIc0hj+ibnPN8nyRrpavPuIcXetiOxb9iLy1lmcFRt6mey1b80TzGBr9cPso06GN4avUZdm1MeytlFbPxW487Fr3767D1qT02TyB0sre2abPp/cj186l3PB2BiXZvojSyrdp3f5OB15dp30zpeVzsR/Vrjhfq3E6V1KWY1HL66a17m+gPG1pPHE6x9VPUFrxX0s5qZ5QnMa0b6Ik5CMdX0eK8/Q6bte6zv4G7FaHHccI9zf0iPO07v2+cVy6gJFvph8pzjzKfvEpSgPKoZQWxgMoXfE2GGf9LEfZx1agJJnvpXeL5khxnlnHbUVpFe0kZ/vR44ZcRt4OOw9HeATw2Mb6P4TSELIiiyeIJ1Fa4bvvVdmCchL4Q8p2/KD690/0eDTjSLG4f97RKc9syo3PN1CvRownTv387lrPu9VYE4rTGL4/JZ8Z6eRgpDidZXke5STlBhb1aT+cEVrse8RZscfy7U85QVjsKt8o62xtSte7eyjH1mdRrvQvpMf9OhN5DSTIML/qTvxtSmvLsyiJUqcVYHXgM5RWsvmUBP02Rnie7ghxvk3jzIj7/xieSDmbGikZHzVOnWbVuiHOr3EeN5E4jWn3phyMRkrqR4rT3KhPoRxY962f16HRFWGMOL1aUveiHJxHeibzqHEoJxV/q8O/QmmJ6dXSOtY66+ywy1Na8w4YR5xmHb2HcknuDZQD7Q2M3AVmpG2x1zo7gNIqsPEI446j3AT8DMrNRT+jtv5Q+iieQmnxO4ySMNzKyM90745zMaX/5v3qp74/kxG6efUTp04zk/LD/mF6b9Njxunapv/KyEn9SHEuaIw/u66vzja9MSN0L+kR5+s9yrMn5UC+yXjKw6JE4/b/397Zxc5RlWH8N21J/1JMywUfrYRIxfqBrVERrcYoAcKFYkVpoxKgVG20EoIQjalauRHQC+JXetGYUFLUwIU1JioNSpWYYpSGD42xGCXRqqi01OiFsdLx4pnNTnfP2Zndnd05u32e5KT/nZ3+9t05Z2fOx/u+B8227EFtOhagVavOkNvbk8QHCCHOvtL7X0UdhKuRC8oRAr+zSFv8fun9xaW/b0KDoL5ZwOL//6r0el3RVn5f/L0KTQY8h35DhyNtKMT5IhpwdzqvncHdR9H9/qJROMXxu1B7fpZw7uK6nLNQR+go4XvHIM6bUSfxTxQdl1gZwp5laMb6aKTeQ5wvFfXVcUvZUtTTfrQ6NlJ9ld77HKVVthHq/Q7kYvBgca3q2tNph28vHV+KOq3HCN8Tb0P5rO9G9/kNPe+fjzq8h9GM++9C9lSx6O9sfgj5gIf6MLU4qKN5HD1nQ226Luc89AyKtemqa/QGtOJ7Xe//HdGeM9EAKtamq+xZityBD6IV8J/Ts0o6bmkMlGJBszQ/7fkh3Y+WHy6lOxK7DnWq7iI8+xfjXIs6Vh1OVrw+EmnIdTmrkB/h84R/7HU5a1Cn/lnCN59BnMtQR3U9cGVv4x7RnvPQg/65Eey5vMS5HM0I3UygQzakTUtQp+izhEfedW36DJppvIfwzbAuZwXy+36G8GYJZ6MHXMe3bgHNXp6g5LqDZtp2FvUfGhgO4ny359z3oE5i382nLgcNFE4QvxnW5axBg4x/RNpQJQctM19V/B2bbatrz0vQA/v5EezZWzpvI8pOcjvxjXGGqbNlaLKhb3OWCk4nU9BitKq2Hw18Q/ehSk5x/Ay0I150sx60GneQkvsdGsTdiTIhdbJfnYNmtmMziTHOFwrORcWx09FKUt+M9pCcrWjgEtt8rJJT2LKluJZ9HZcKzh0F52xqxBrUtOc0tCr2KJEOR436ekWpHS6nJ/XhsNe5/HsbkfPS4jq/qW7FKgAABzxJREFUEbmzBDctGqLeV6IZ9NA9cRnqGG9A8SWfRzOyGwLnvhgNxmLuE5UsutnZFlAcW+g+VItT/HsVev6EnmN17VmBBvM/IHy/r3WNqEgrOYQ9y9CM+8Oj1hndgfwC+o1EN9AatTQKS60UF+476MFyLloaOlYcewI4REWQSg3O42jptLNs/UoiQRBDcj5NfJZsGM41xDutgzhPIj/2gUEhI9jzAeIdjqr6erpOfQ1rU3F+bLBRuw2hTkysgzfMNVpL/IFxFpohvLJ0bC3qNO0n4m41JOdhTnaFuISeOIVhOXSDhIM7nQ3BWYlmo4N+kBWcn1D4+zZ1fYrzthGYZa1ZXzvq2DOkTZ3BXawtVtlUdjlaoLRSMkYbegs9MTM9rFeh4MHre45fiFYct9a8RoM495Y5DI4XqcUpzgt2EofknEOk01qDc1+JMzCwbAh7zmXw7oa16qtBe6qCSdtoP9FnY3H9OgkfVtPt4F1dOqdv/4ExWJ1g4kHBoHU4y5HLWnRX05qcTt7wPjfAITl9rltj2hOMORmC0+cd0GSZGDiVgpYldxUX9ghwe+m9Q8CnGuJ8sgHObxu0p27HY9Y4ta7zlG2adhvag2Zr1qMH+S40M38rsHuI6zNVDtUR/3U5VQ/5QZx7J/C9xrFnd8+5jbFS5yB/49fTDbbajNzjrug578tE4j9G4NyfmD19sT9z8r2asie171Wb0/PeBWj162coM9ON6LcSG+yOxKLfhWUYzpaCE9rEbBRO3/2+qWuUmj1NlYlA2yzIP3kzcEPP8TehVGXl9HIPEPG5a5ETzKoxB99ropwUbZoAZ3Pp2DfRzPoBik0z0Ez2ASJpFlvkBHcgbJGT2vcalBZz1us+xtmL0r89hnzvO+nkbkVB7Jvopg3djuJ7Qh0Fc8xJjfMMco/o3aVyNXIlPIp8tGPuQI2wRuSE3F3atCd5TpNlYuA2CoqOfgot4R1D/kvr0HL5uuK9K5BP4w0oaCEUWGjODHFStGmCnH1004utLkrHRWE7Cr4MzSiYM0OcFG1qkHMTcvd6EXKJuRN16D+GfDO3oriXh9BD81+Eg8LMMSdVzkG0ItqbfvgrKN4k5uLWCMuc6XCaLhOFT7Og7YMfKb1eiYIHH6TwN0VBTr9AwXVPEx4NmjNDnBRtmgLnIU7eZnkpyhf7b8IPDHNmiJOiTQ1/t+3Azp5jt6BUoBuL1+vRHgbbiA/CzTEnVU4nfeU1xetFaH+APxBII9g0y5zpcJouE/+AaRWUreKx4u9OtPBulB3iW6Xz1iO/oVi0tjkzxEnRpilx9pTOeznKthBL/2jODHFStKnh77YJpZF7dc/xHSiVZd1gN3PMSZ1zmCIQEOWyrtqZthGWOdPhNF2m8iFT+SJKV/RD4P2lY19H/o5/Az5ozvxxUrRpipxNpePRQBNzZouTok3jctAs483A21Ami28AX6N/p+RHGZARwxxz5omTok3mVNfZpMoiZlhZll2fZdkFxcs/olR912ZZdiDLsgdQOq7dyH93mTnzwUnRppY4yzv/L8/z/5ozu5wUbWqQsxe5AlyKHoKvQ+k+zwe2ZVm2pnT6X9FmPX0yx5x54qRokzmDORNXG6OAJgoKLPonSkNzYXFsBfBWtAnFR+hukfxturvy9aYFMmeGOCna1DanqetjTjucFG1qkHM3J/ueb0O7JC4A70MZWh5BmyLtQMFTod1XzTFnbjgp2mROdZ1Nukz9AxsxWpvd/AjtCncPCpCLbVzyCZTzue99c2aLk6JN5pjjNh3lnIk2U3ln8XoJCvp8nG52lteiZeR9aBAQCig1x5y54aRokznVdTaN0sqHjm20tpZ/b3Fx31VcxF10t1fO0K6J7yaybbw5s8dJ0SZzzBmHk6JNDX+3lwGreo49AVwWOHfQLoPmmDM3nBRtMqe6ziZdWvvgsQ0v7bqEHgz3oZmczkNjHXA6A7aANWf2OCnaZI45btPVBeV2Xgz8ErikOPZhNDs1cGt0c8yZV06KNpnTTlnCjCrP8+NZlmW59L0syzJgI/DxLMsWA+9AI6C/mzM/nBRtMscct+laOpHn+QtZlv0H+EuWZTcCO4GL8zz/nznmnKKcFG0ypw3lLY8Ixi2UAuNQXudDKDfuxebMLydFm8wxx226FnMv8GMUPBV1dzHHnFOJk6JN5ky3tG5AI1+iu1HFLcALwGvMmX9OijaZY47bdJyDloyfAo6bY445adpkTjtlZl1WysrzPM+y7AxgLfIL+rU5889J0SZzzBmHk6JNTXKA41mW3Qb8Oc/z35hjzqnOSdEmc9pRZ+ZjLpRl2Wl5nh8359TipGiTOeakwkqNY1mWZfVrrjrklmVZlmVZljVrWtS2AZZlWZZlWZZ1KssdcsuyLMuyLMtqUe6QW5ZlWZZlWVaLcofcsizLsizLslqUO+SWZVmWZVmW1aLcIbcsy7Isy7KsFuUOuWVZlmVZlmW1qP8DGmUw7MCoR5wAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "global_sales_df = df.groupby(['Year'])['Global_Sales'].sum()\n",
    "\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "sns.barplot(x=global_sales_df.index, y=global_sales_df.values)\n",
    "\n",
    "plt.ylabel('Global Sales', fontsize=12)\n",
    "plt.xlabel('')\n",
    "plt.title('Global Sales in Years', fontsize=14)\n",
    "plt.xticks(rotation=45, fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由上图可知，在2007-2010年期间发行的游戏较受欢迎，而2011年以后销量下降，由于该数据集采集的是从发行至今整体的销量（而不是按每年销量存储的数据），因此认为应该是游戏相对较新，面世时间较短，还没有许多人购买（可能后续会购买）。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 受欢迎的游戏类型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "style.use('seaborn-poster')\n",
    "genre_global_sales = df.groupby(\n",
    "    ['Genre'])['Global_Sales'].sum().sort_values(ascending=False)\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.barplot(x=genre_global_sales.index, y=genre_global_sales.values)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.xlabel('')\n",
    "plt.ylabel('Global Sales', fontsize=12)\n",
    "plt.title('Global Sales of Genres', fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "右上图可知，1980-2016年间，最受欢迎的游戏类型分别为 动作类（Action）、运动类（Sports)、设计类（Shooter），而最不受欢迎的游戏类型为策略类（Strategy）、冒险类（Adventure）、解谜类（Puzzle）。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 受欢迎的发布平台"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 921.6x633.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "platform_counts = df['Platform'].value_counts().sort_values(ascending=False)\n",
    "sns.barplot(y=platform_counts.index, x=platform_counts.values)\n",
    "plt.xlabel('Platfom games counts', fontsize=12)\n",
    "plt.ylabel('Platform', fontsize=12)\n",
    "plt.title('Platforms games quantity counts', fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由上图可知，DS以及PS2平台拥有的游戏数量最高"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 受欢迎的发行商"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "publisher_global_sales = df.groupby(\n",
    "    ['Publisher'])['Global_Sales'].sum().sort_values(ascending=False)\n",
    "publisher_global_sales = publisher_global_sales[publisher_global_sales.values > 100]\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.barplot(y=publisher_global_sales.index, x=publisher_global_sales.values)\n",
    "plt.xlabel('')\n",
    "plt.ylabel('Publisher', fontsize=12)\n",
    "plt.title('Global Sales of Publisher', fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由上图可知，Nintendo发行的游戏最受玩家欢迎"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 电子游戏销售额预测"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "根据 'Rank', 'Platform', 'Year', 'Genre', 'Publisher','NA_Sales'来预测'Global_Sales'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据筛选"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "抽取出Global_Sales作为标签，抽取出'Rank', 'Platform', 'Year', 'Genre', 'Publisher','NA_Sales'作为特征："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    82.74\n",
       "1    40.24\n",
       "2    35.82\n",
       "3    33.00\n",
       "4    31.37\n",
       "Name: Global_Sales, dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Platform</th>\n",
       "      <th>Year</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Publisher</th>\n",
       "      <th>NA_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>41.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>NES</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>29.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>Racing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>GB</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>11.27</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Rank Platform    Year         Genre Publisher  NA_Sales\n",
       "0     1      Wii  2006.0        Sports  Nintendo     41.49\n",
       "1     2      NES  1985.0      Platform  Nintendo     29.08\n",
       "2     3      Wii  2008.0        Racing  Nintendo     15.85\n",
       "3     4      Wii  2009.0        Sports  Nintendo     15.75\n",
       "4     5       GB  1996.0  Role-Playing  Nintendo     11.27"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import display\n",
    "globalSales = df.Global_Sales\n",
    "features = df.drop(['Name', 'EU_Sales', 'JP_Sales',\n",
    "                    'Other_Sales', 'Global_Sales'], axis=1)\n",
    "display(globalSales.head())\n",
    "display(features.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "利用LabelEncoder对特征中的非int型数据进行编码："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "le = LabelEncoder()\n",
    "features.Platform = le.fit_transform(df.Platform)\n",
    "features.Genre = le.fit_transform(df.Genre)\n",
    "features.Publisher = le.fit_transform(df.Publisher)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "切分数据为训练集和测试集："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(features,\n",
    "                                                    globalSales,\n",
    "                                                    test_size=0.2,\n",
    "                                                    random_state=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 建模、训练、预测"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "采用决策树模型进行建模，并进行训练与预测："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean_absolute_error: 0.01796807857581354\n",
      "r2_score: 0.8719585048509122\n"
     ]
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeRegressor\n",
    "from sklearn.metrics import mean_absolute_error\n",
    "from sklearn.metrics import r2_score\n",
    "\n",
    "regDTR = DecisionTreeRegressor(random_state=4)\n",
    "regDTR.fit(X_train, y_train)\n",
    "y_regDTR = regDTR.predict(X_test)\n",
    "\n",
    "print('mean_absolute_error:', mean_absolute_error(y_test, y_regDTR))\n",
    "print('r2_score:', r2_score(y_test, y_regDTR))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由以上结果可知，采用决策树预测根据 'Rank', 'Platform', 'Year', 'Genre', 'Publisher','NA_Sales'来预测'Global_Sales'的销售额，mean_absolute_error为0.018，拟合系数r2_score为0.872"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 销售故事展示"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 游戏类型销售故事"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在此将对最受欢迎的5个类型的游戏随着时间的推移，其受欢迎程度进行展示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 921.6x633.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "top5_genres = df.groupby(['Genre'])['Global_Sales'].sum().sort_values(ascending=False).head(5).index\n",
    "top5_genre_df = df[df.Genre.isin(top5_genres)]\n",
    "\n",
    "sns.lineplot(x='Year', y='Global_Sales', hue='Genre', data=top5_genre_df, ci=None)\n",
    "plt.legend(loc='upper right')\n",
    "plt.xlabel('Year', fontsize=12)\n",
    "plt.ylabel('Global Sales', fontsize=12)\n",
    "plt.title('Top5 genres global sales throughout years', fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由上图可知，射击类（Shooter）和平台类（Platfom）游戏在1985 - 1990年间为销量巅峰，随后遍经历了下滑，与其他类型游戏一样趋于平稳。  \n",
    "虽然说射击类（Shooter）游戏经历了销量下滑，但是依旧高于其他类型游戏，说明玩家依然偏好射击类游戏，依然占有很大的市场空间。若开发新游戏，依然可以以射击类游戏为主。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 游戏发行商销售故事"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在此将对最受欢迎的5个发行商的游戏随着时间的推移，其受欢迎程度进行展示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 921.6x633.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "top5_publishers = df.groupby(['Publisher'])['Global_Sales'].sum().sort_values(ascending=False).head(5).index\n",
    "top5_publisher_df = df[df.Publisher.isin(top5_publishers)]\n",
    "\n",
    "sns.lineplot(x='Year', y='Global_Sales', hue='Publisher', data=top5_publisher_df, ci=None)\n",
    "plt.legend(loc='upper right')\n",
    "plt.xlabel('Year', fontsize=12)\n",
    "plt.ylabel('Global Sales', fontsize=12)\n",
    "plt.title('Top5 publisher global sales throughout years', fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由上图可知，Nintendo发行的游戏在1980-2015年间虽然销量波动较大，但相较于其他发行商发行的游戏而言，销量遥遥领先，紧随其后的是Sony。  \n",
    "Nintendo发行的游戏具有较好的市场前景，若对于游戏投资开发商而言，可以进行Nintendo的投资。"
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